In [13]:
# Compare old plots to a Plotly interactive plot
# You can save as PNG, Zoom, Pan, Turn off & on Data and more
df_1.plot()
df_1.iplot()
pip install plotly
Requirement already satisfied: plotly in c:\users\user\anaconda3\lib\site-packages (5.10.0) Requirement already satisfied: tenacity>=6.2.0 in c:\users\user\anaconda3\lib\site-packages (from plotly) (8.0.1) Note: you may need to restart the kernel to use updated packages.
pip install cufflinks # Cufflinks connects Plotly to Pandas.
Collecting cufflinks Downloading cufflinks-0.17.3.tar.gz (81 kB) Requirement already satisfied: numpy>=1.9.2 in c:\users\user\anaconda3\lib\site-packages (from cufflinks) (1.20.3) Requirement already satisfied: pandas>=0.19.2 in c:\users\user\anaconda3\lib\site-packages (from cufflinks) (1.3.4) Requirement already satisfied: plotly>=4.1.1 in c:\users\user\anaconda3\lib\site-packages (from cufflinks) (5.10.0) Requirement already satisfied: six>=1.9.0 in c:\users\user\anaconda3\lib\site-packages (from cufflinks) (1.16.0) Collecting colorlover>=0.2.1 Downloading colorlover-0.3.0-py3-none-any.whl (8.9 kB) Requirement already satisfied: setuptools>=34.4.1 in c:\users\user\anaconda3\lib\site-packages (from cufflinks) (58.0.4) Requirement already satisfied: ipython>=5.3.0 in c:\users\user\anaconda3\lib\site-packages (from cufflinks) (7.29.0) Requirement already satisfied: ipywidgets>=7.0.0 in c:\users\user\anaconda3\lib\site-packages (from cufflinks) (7.6.5) Requirement already satisfied: prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0 in c:\users\user\anaconda3\lib\site-packages (from ipython>=5.3.0->cufflinks) (3.0.20) Requirement already satisfied: pygments in c:\users\user\anaconda3\lib\site-packages (from ipython>=5.3.0->cufflinks) (2.10.0) Requirement already satisfied: backcall in c:\users\user\anaconda3\lib\site-packages (from ipython>=5.3.0->cufflinks) (0.2.0) Requirement already satisfied: matplotlib-inline in c:\users\user\anaconda3\lib\site-packages (from ipython>=5.3.0->cufflinks) (0.1.2) Requirement already satisfied: decorator in c:\users\user\anaconda3\lib\site-packages (from ipython>=5.3.0->cufflinks) (5.1.0) Requirement already satisfied: jedi>=0.16 in c:\users\user\anaconda3\lib\site-packages (from ipython>=5.3.0->cufflinks) (0.18.0) Requirement already satisfied: traitlets>=4.2 in c:\users\user\anaconda3\lib\site-packages (from ipython>=5.3.0->cufflinks) (5.1.0) Requirement already satisfied: pickleshare in c:\users\user\anaconda3\lib\site-packages 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ipykernel>=4.5.1->ipywidgets>=7.0.0->cufflinks) (6.1.12) Requirement already satisfied: tornado<7.0,>=4.2 in c:\users\user\anaconda3\lib\site-packages (from ipykernel>=4.5.1->ipywidgets>=7.0.0->cufflinks) (6.1) Requirement already satisfied: debugpy<2.0,>=1.0.0 in c:\users\user\anaconda3\lib\site-packages (from ipykernel>=4.5.1->ipywidgets>=7.0.0->cufflinks) (1.4.1) Requirement already satisfied: parso<0.9.0,>=0.8.0 in c:\users\user\anaconda3\lib\site-packages (from jedi>=0.16->ipython>=5.3.0->cufflinks) (0.8.2) Requirement already satisfied: python-dateutil>=2.1 in c:\users\user\anaconda3\lib\site-packages (from jupyter-client<8.0->ipykernel>=4.5.1->ipywidgets>=7.0.0->cufflinks) (2.8.2) Requirement already satisfied: pyzmq>=13 in c:\users\user\anaconda3\lib\site-packages (from jupyter-client<8.0->ipykernel>=4.5.1->ipywidgets>=7.0.0->cufflinks) (22.2.1) Requirement already satisfied: jupyter-core>=4.6.0 in c:\users\user\anaconda3\lib\site-packages (from 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c:\users\user\anaconda3\lib\site-packages (from plotly>=4.1.1->cufflinks) (8.0.1) Requirement already satisfied: wcwidth in c:\users\user\anaconda3\lib\site-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->ipython>=5.3.0->cufflinks) (0.2.5) Requirement already satisfied: notebook>=4.4.1 in c:\users\user\anaconda3\lib\site-packages (from widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (6.4.5) Requirement already satisfied: argon2-cffi in c:\users\user\anaconda3\lib\site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (20.1.0) Requirement already satisfied: jinja2 in c:\users\user\anaconda3\lib\site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (2.11.3) Requirement already satisfied: terminado>=0.8.3 in c:\users\user\anaconda3\lib\site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (0.9.4) Requirement already satisfied: Send2Trash>=1.5.0 in c:\users\user\anaconda3\lib\site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (1.8.0) Requirement already satisfied: nbconvert in c:\users\user\anaconda3\lib\site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (6.1.0) Requirement already satisfied: prometheus-client in c:\users\user\anaconda3\lib\site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (0.11.0) Requirement already satisfied: pywinpty>=0.5 in c:\users\user\anaconda3\lib\site-packages (from terminado>=0.8.3->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (0.5.7) Requirement already satisfied: cffi>=1.0.0 in c:\users\user\anaconda3\lib\site-packages (from argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (1.14.6) Requirement already satisfied: pycparser in c:\users\user\anaconda3\lib\site-packages (from cffi>=1.0.0->argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (2.20) Requirement already satisfied: MarkupSafe>=0.23 in c:\users\user\anaconda3\lib\site-packages (from jinja2->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (1.1.1) Requirement already satisfied: bleach in c:\users\user\anaconda3\lib\site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (4.0.0) Requirement already satisfied: defusedxml in c:\users\user\anaconda3\lib\site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (0.7.1) Requirement already satisfied: jupyterlab-pygments in c:\users\user\anaconda3\lib\site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (0.1.2) Requirement already satisfied: mistune<2,>=0.8.1 in c:\users\user\anaconda3\lib\site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (0.8.4) Requirement already satisfied: nbclient<0.6.0,>=0.5.0 in c:\users\user\anaconda3\lib\site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (0.5.3) Requirement already satisfied: testpath in c:\users\user\anaconda3\lib\site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (0.5.0) Requirement already satisfied: pandocfilters>=1.4.1 in c:\users\user\anaconda3\lib\site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (1.4.3) Requirement already satisfied: entrypoints>=0.2.2 in c:\users\user\anaconda3\lib\site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (0.3) Requirement already satisfied: async-generator in c:\users\user\anaconda3\lib\site-packages (from nbclient<0.6.0,>=0.5.0->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (1.10) Requirement already satisfied: nest-asyncio in c:\users\user\anaconda3\lib\site-packages (from nbclient<0.6.0,>=0.5.0->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (1.5.1) Requirement already satisfied: packaging in c:\users\user\anaconda3\lib\site-packages (from bleach->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (21.0) Requirement already satisfied: webencodings in c:\users\user\anaconda3\lib\site-packages (from bleach->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (0.5.1) Requirement already satisfied: pyparsing>=2.0.2 in c:\users\user\anaconda3\lib\site-packages (from packaging->bleach->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (3.0.4) Building wheels for collected packages: cufflinks Building wheel for cufflinks (setup.py): started Building wheel for cufflinks (setup.py): finished with status 'done' Created wheel for cufflinks: filename=cufflinks-0.17.3-py3-none-any.whl size=68734 sha256=728fdbc84a918dbaed7c8219ab39883aff8177cbd4891be3933f60b40e67d396 Stored in directory: c:\users\user\appdata\local\pip\cache\wheels\29\b4\f8\2fd2206eeeba6ccad8167e4e8894b8c4ec27bf1342037fd136 Successfully built cufflinks Installing collected packages: colorlover, cufflinks Successfully installed colorlover-0.3.0 cufflinks-0.17.3 Note: you may need to restart the kernel to use updated packages.
pip install chart-studio==1.1.0
Collecting chart-studio==1.1.0 Downloading chart_studio-1.1.0-py3-none-any.whl (64 kB) Requirement already satisfied: six in c:\users\user\anaconda3\lib\site-packages (from chart-studio==1.1.0) (1.16.0) Collecting retrying>=1.3.3 Downloading retrying-1.3.3.tar.gz (10 kB) Requirement already satisfied: plotly in c:\users\user\anaconda3\lib\site-packages (from chart-studio==1.1.0) (5.10.0) Requirement already satisfied: requests in c:\users\user\anaconda3\lib\site-packages (from chart-studio==1.1.0) (2.26.0) Requirement already satisfied: tenacity>=6.2.0 in c:\users\user\anaconda3\lib\site-packages (from plotly->chart-studio==1.1.0) (8.0.1) Requirement already satisfied: certifi>=2017.4.17 in c:\users\user\anaconda3\lib\site-packages (from requests->chart-studio==1.1.0) (2021.10.8) Requirement already satisfied: idna<4,>=2.5 in c:\users\user\anaconda3\lib\site-packages (from requests->chart-studio==1.1.0) (3.2) Requirement already satisfied: charset-normalizer~=2.0.0 in c:\users\user\anaconda3\lib\site-packages (from requests->chart-studio==1.1.0) (2.0.4) Requirement already satisfied: urllib3<1.27,>=1.21.1 in c:\users\user\anaconda3\lib\site-packages (from requests->chart-studio==1.1.0) (1.26.7) Building wheels for collected packages: retrying Building wheel for retrying (setup.py): started Building wheel for retrying (setup.py): finished with status 'done' Created wheel for retrying: filename=retrying-1.3.3-py3-none-any.whl size=11448 sha256=f16a0442959b27ae6d01bf39d21e8897af62ca52bd41a90605ac5a9bb58c50fd Stored in directory: c:\users\user\appdata\local\pip\cache\wheels\ce\18\7f\e9527e3e66db1456194ac7f61eb3211068c409edceecff2d31 Successfully built retrying Installing collected packages: retrying, chart-studio Successfully installed chart-studio-1.1.0 retrying-1.3.3 Note: you may need to restart the kernel to use updated packages.
import pandas as pd
import numpy as np
import chart_studio.plotly as py
import cufflinks as cf
import seaborn as sns
import plotly.express as px
%matplotlib inline
# Make Plotly work in your Jupyter Notebook
from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot
import plotly.graph_objs as go
# Use Plotly locally
cf.go_offline()
import plotly
print(plotly.__version__)
5.10.0
x=[1,2,3,4,5,6,7,8]
y=[3,4,6,7,5,8,9,10]
iplot([{'x':x, 'y':y}]);
x=np.random.randn(2000)
y=np.random.randn(2000)
iplot([go.Histogram2dcontour(x=x,y=y, contours=dict(coloring='heatmap')),
go.Scatter(x=x,y=y, mode='markers',marker=dict(color='white', size=3, opacity=0.3))], show_link=False);
C:\Users\User\anaconda3\lib\site-packages\plotly\graph_objs\_deprecations.py:716: DeprecationWarning: plotly.graph_objs.Histogram2dcontour is deprecated. Please replace it with one of the following more specific types - plotly.graph_objs.Histogram2dContour
# Create a dataframe using a NumPy array that is 50 by 4
arr_1 = np.random.randn(50, 4)
df_1 = pd.DataFrame(arr_1, columns=['A','B','C','D'])
df_1.head()
| A | B | C | D | |
|---|---|---|---|---|
| 0 | -0.155745 | -0.126284 | -0.851602 | 0.915222 |
| 1 | 0.719596 | 1.364570 | -0.894863 | -0.617587 |
| 2 | 0.653276 | 0.745736 | 0.185628 | 0.856283 |
| 3 | 0.614244 | 0.862411 | -1.373929 | -0.054182 |
| 4 | -0.564500 | -2.062758 | 0.367834 | 0.794175 |
# Compare old plots to a Plotly interactive plot
# You can save as PNG, Zoom, Pan, Turn off & on Data and more
df_1.plot()
df_1.iplot()